Joint and Individual Regression


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Documentation for package ‘JICO’ version 0.0

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C2beta Compute the coefficients from the continuum regression (CR) algorithm
continuum The continuum regression (CR) algorithm
continuum.multigroup.iter The Joint and Individual Component Regression (JICO) algorithm
createFolds Utility function to create folds for stratified samples
cv.continnum.iter Fit JICO with cross-validation to tune hyperparameters
DIAG Generate diagonal matrix
initialize.UDVZ Helper function to compute the SVD results
parameter.set.G_2 Generate parameter sets (G=2)
parameter.set.G_3 Generate parameter sets (G=3)
parameter.set.rankA_eq Generate parameter sets (equal individual ranks)
SOLVE Helper function to compute the inverse of input X matrix